Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 2778 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 282.1 KiB |
| Average record size in memory | 104.0 B |
Variable types
| Numeric | 12 |
|---|
gross_revenue is highly overall correlated with total_orders and 3 other fields | High correlation |
total_orders is highly overall correlated with gross_revenue and 2 other fields | High correlation |
total_products_ordered is highly overall correlated with gross_revenue and 3 other fields | High correlation |
total_quantity is highly overall correlated with gross_revenue and 3 other fields | High correlation |
frequency is highly overall correlated with avg_recency_days | High correlation |
avg_basket_size_quantity is highly overall correlated with gross_revenue and 1 other fields | High correlation |
avg_ticket is highly overall correlated with avg_basket_size_products | High correlation |
avg_basket_size_products is highly overall correlated with total_products_ordered and 1 other fields | High correlation |
avg_recency_days is highly overall correlated with frequency | High correlation |
frequency is highly skewed (γ1 = 42.54355149) | Skewed |
avg_ticket is highly skewed (γ1 = 27.7027396) | Skewed |
qty_returns is highly skewed (γ1 = 21.64504304) | Skewed |
customer_id has unique values | Unique |
recency_days has 33 (1.2%) zeros | Zeros |
qty_returns has 1481 (53.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-08-11 00:15:37.316985 |
|---|---|
| Analysis finished | 2023-08-11 00:15:46.746406 |
| Duration | 9.43 seconds |
| Software version | ydata-profiling vv4.3.1 |
| Download configuration | config.json |
customer_id
Real number (ℝ)
UNIQUE 
| Distinct | 2778 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15284.845 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 43.4 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12625.85 |
| Q1 | 13814.25 |
| median | 15242.5 |
| Q3 | 16779.75 |
| 95-th percentile | 17950.15 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2965.5 |
Descriptive statistics
| Standard deviation | 1715.6364 |
|---|---|
| Coefficient of variation (CV) | 0.11224428 |
| Kurtosis | -1.206922 |
| Mean | 15284.845 |
| Median Absolute Deviation (MAD) | 1484 |
| Skewness | 0.016456349 |
| Sum | 42461299 |
| Variance | 2943408.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 17930 | 1 | < 0.1% |
| 15813 | 1 | < 0.1% |
| 17058 | 1 | < 0.1% |
| 17704 | 1 | < 0.1% |
| 16933 | 1 | < 0.1% |
| 13772 | 1 | < 0.1% |
| 16249 | 1 | < 0.1% |
| 14198 | 1 | < 0.1% |
| 13989 | 1 | < 0.1% |
| Other values (2768) | 2768 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12364 | 1 | |
| 12370 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18265 | 1 | |
| 18263 | 1 | |
| 18261 | 1 | |
| 18260 | 1 |
gross_revenue
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 2763 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2840.6605 |
| Minimum | 36.56 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 43.4 KiB |
Quantile statistics
| Minimum | 36.56 |
|---|---|
| 5-th percentile | 262.567 |
| Q1 | 626.585 |
| median | 1165.93 |
| Q3 | 2419.6075 |
| 95-th percentile | 7461.5245 |
| Maximum | 279138.02 |
| Range | 279101.46 |
| Interquartile range (IQR) | 1793.0225 |
Descriptive statistics
| Standard deviation | 10457.915 |
|---|---|
| Coefficient of variation (CV) | 3.6815081 |
| Kurtosis | 373.4173 |
| Mean | 2840.6605 |
| Median Absolute Deviation (MAD) | 687.275 |
| Skewness | 17.111453 |
| Sum | 7891354.8 |
| Variance | 1.0936798 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1025.44 | 2 | 0.1% |
| 734.94 | 2 | 0.1% |
| 598.2 | 2 | 0.1% |
| 1078.96 | 2 | 0.1% |
| 379.65 | 2 | 0.1% |
| 731.9 | 2 | 0.1% |
| 1353.74 | 2 | 0.1% |
| 2053.02 | 2 | 0.1% |
| 1314.45 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| Other values (2753) | 2758 |
| Value | Count | Frequency (%) |
| 36.56 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 68.84 | 1 | |
| 70.02 | 1 | |
| 77.4 | 1 | |
| 84.65 | 1 | |
| 90.3 | 1 | |
| 93.35 | 1 |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 140450.72 | 1 | |
| 124564.53 | 1 | |
| 117379.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 | |
| 65039.62 | 1 |
recency_days
Real number (ℝ)
ZEROS 
| Distinct | 253 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.924406 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 33 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 43.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 10 |
| median | 29 |
| Q3 | 73 |
| 95-th percentile | 211 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 63 |
Descriptive statistics
| Standard deviation | 68.851053 |
|---|---|
| Coefficient of variation (CV) | 1.2095173 |
| Kurtosis | 3.4605459 |
| Mean | 56.924406 |
| Median Absolute Deviation (MAD) | 24 |
| Skewness | 1.9029993 |
| Sum | 158136 |
| Variance | 4740.4675 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 99 | 3.6% |
| 4 | 87 | 3.1% |
| 2 | 85 | 3.1% |
| 3 | 85 | 3.1% |
| 8 | 76 | 2.7% |
| 10 | 67 | 2.4% |
| 9 | 66 | 2.4% |
| 7 | 65 | 2.3% |
| 17 | 62 | 2.2% |
| 22 | 55 | 2.0% |
| Other values (243) | 2031 |
| Value | Count | Frequency (%) |
| 0 | 33 | 1.2% |
| 1 | 99 | |
| 2 | 85 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 65 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 373 | 1 | < 0.1% |
| 372 | 1 | < 0.1% |
| 366 | 1 | < 0.1% |
| 360 | 1 | < 0.1% |
| 358 | 3 | |
| 354 | 1 | < 0.1% |
| 337 | 1 | < 0.1% |
| 336 | 2 | |
| 334 | 1 | < 0.1% |
| 333 | 2 |
total_orders
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 55 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0475162 |
| Minimum | 2 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 43.4 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 206 |
| Range | 204 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 9.0662295 |
|---|---|
| Coefficient of variation (CV) | 1.4991658 |
| Kurtosis | 184.14404 |
| Mean | 6.0475162 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.629927 |
| Sum | 16800 |
| Variance | 82.196517 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 784 | |
| 3 | 499 | |
| 4 | 393 | |
| 5 | 237 | 8.5% |
| 6 | 173 | 6.2% |
| 7 | 138 | 5.0% |
| 8 | 98 | 3.5% |
| 9 | 69 | 2.5% |
| 10 | 55 | 2.0% |
| 11 | 54 | 1.9% |
| Other values (45) | 278 | 10.0% |
| Value | Count | Frequency (%) |
| 2 | 784 | |
| 3 | 499 | |
| 4 | 393 | |
| 5 | 237 | 8.5% |
| 6 | 173 | 6.2% |
| 7 | 138 | 5.0% |
| 8 | 98 | 3.5% |
| 9 | 69 | 2.5% |
| 10 | 55 | 2.0% |
| 11 | 54 | 1.9% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
total_products_ordered
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 467 |
|---|---|
| Distinct (%) | 16.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 129.59071 |
| Minimum | 2 |
|---|---|
| Maximum | 7838 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 43.4 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 34 |
| median | 72 |
| Q3 | 143 |
| 95-th percentile | 399.45 |
| Maximum | 7838 |
| Range | 7836 |
| Interquartile range (IQR) | 109 |
Descriptive statistics
| Standard deviation | 277.61455 |
|---|---|
| Coefficient of variation (CV) | 2.1422411 |
| Kurtosis | 337.20251 |
| Mean | 129.59071 |
| Median Absolute Deviation (MAD) | 45 |
| Skewness | 15.356421 |
| Sum | 360003 |
| Variance | 77069.838 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 38 | 1.4% |
| 35 | 35 | 1.3% |
| 27 | 30 | 1.1% |
| 29 | 30 | 1.1% |
| 26 | 30 | 1.1% |
| 25 | 28 | 1.0% |
| 31 | 27 | 1.0% |
| 19 | 27 | 1.0% |
| 15 | 27 | 1.0% |
| 33 | 26 | 0.9% |
| Other values (457) | 2480 |
| Value | Count | Frequency (%) |
| 2 | 11 | |
| 3 | 12 | |
| 4 | 16 | |
| 5 | 16 | |
| 6 | 25 | |
| 7 | 14 | |
| 8 | 14 | |
| 9 | 19 | |
| 10 | 19 | |
| 11 | 23 |
| Value | Count | Frequency (%) |
| 7838 | 1 | |
| 5673 | 1 | |
| 5095 | 1 | |
| 4580 | 1 | |
| 2698 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1673 | 1 | |
| 1637 | 1 |
total_quantity
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1638 |
|---|---|
| Distinct (%) | 59.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1669.085 |
| Minimum | 2 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 43.4 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 119 |
| Q1 | 330 |
| median | 700 |
| Q3 | 1478 |
| 95-th percentile | 4605.25 |
| Maximum | 196844 |
| Range | 196842 |
| Interquartile range (IQR) | 1148 |
Descriptive statistics
| Standard deviation | 5885.7377 |
|---|---|
| Coefficient of variation (CV) | 3.526326 |
| Kurtosis | 486.26094 |
| Mean | 1669.085 |
| Median Absolute Deviation (MAD) | 451 |
| Skewness | 18.191493 |
| Sum | 4636718 |
| Variance | 34641909 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 310 | 11 | 0.4% |
| 246 | 8 | 0.3% |
| 150 | 8 | 0.3% |
| 493 | 7 | 0.3% |
| 219 | 7 | 0.3% |
| 1200 | 7 | 0.3% |
| 200 | 7 | 0.3% |
| 516 | 7 | 0.3% |
| 272 | 7 | 0.3% |
| 260 | 7 | 0.3% |
| Other values (1628) | 2702 |
| Value | Count | Frequency (%) |
| 2 | 1 | |
| 16 | 1 | |
| 17 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 25 | 1 | |
| 27 | 2 | |
| 30 | 1 | |
| 32 | 1 | |
| 33 | 2 |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80263 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58343 | 1 | |
| 57885 | 1 | |
| 50255 | 1 |
frequency
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 1225 |
|---|---|
| Distinct (%) | 44.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.053223357 |
| Minimum | 0.0054495913 |
|---|---|
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 43.4 KiB |
Quantile statistics
| Minimum | 0.0054495913 |
|---|---|
| 5-th percentile | 0.0087463557 |
| Q1 | 0.015810277 |
| median | 0.024390244 |
| Q3 | 0.041882808 |
| 95-th percentile | 0.11764706 |
| Maximum | 17 |
| Range | 16.99455 |
| Interquartile range (IQR) | 0.026072532 |
Descriptive statistics
| Standard deviation | 0.34733528 |
|---|---|
| Coefficient of variation (CV) | 6.5259935 |
| Kurtosis | 2046.3274 |
| Mean | 0.053223357 |
| Median Absolute Deviation (MAD) | 0.010697475 |
| Skewness | 42.543551 |
| Sum | 147.85449 |
| Variance | 0.1206418 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0625 | 18 | 0.6% |
| 0.02777777778 | 17 | 0.6% |
| 0.02380952381 | 16 | 0.6% |
| 0.08333333333 | 15 | 0.5% |
| 0.09090909091 | 15 | 0.5% |
| 0.03448275862 | 14 | 0.5% |
| 0.02941176471 | 14 | 0.5% |
| 0.02127659574 | 13 | 0.5% |
| 0.07692307692 | 13 | 0.5% |
| 0.02564102564 | 13 | 0.5% |
| Other values (1215) | 2630 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 6 | |
| 1.142857143 | 1 | < 0.1% |
| 1 | 8 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5335120643 | 1 | < 0.1% |
| 0.5 | 3 | 0.1% |
avg_basket_size_quantity
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1937 |
|---|---|
| Distinct (%) | 69.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 231.18451 |
| Minimum | 1 |
|---|---|
| Maximum | 6009.3333 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 43.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 45 |
| Q1 | 103.2625 |
| median | 171.92857 |
| Q3 | 278.07143 |
| 95-th percentile | 584.95 |
| Maximum | 6009.3333 |
| Range | 6008.3333 |
| Interquartile range (IQR) | 174.80893 |
Descriptive statistics
| Standard deviation | 261.58041 |
|---|---|
| Coefficient of variation (CV) | 1.131479 |
| Kurtosis | 115.58811 |
| Mean | 231.18451 |
| Median Absolute Deviation (MAD) | 81.166667 |
| Skewness | 7.7180437 |
| Sum | 642230.57 |
| Variance | 68424.312 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 11 | 0.4% |
| 86 | 9 | 0.3% |
| 75 | 8 | 0.3% |
| 60 | 8 | 0.3% |
| 208 | 7 | 0.3% |
| 197 | 7 | 0.3% |
| 73 | 7 | 0.3% |
| 82 | 7 | 0.3% |
| 136 | 7 | 0.3% |
| 105 | 7 | 0.3% |
| Other values (1927) | 2700 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 | |
| 11.875 | 1 |
| Value | Count | Frequency (%) |
| 6009.333333 | 1 | |
| 3868.65 | 1 | |
| 2880 | 1 | |
| 2733.944444 | 1 | |
| 2518.769231 | 1 | |
| 2160.333333 | 1 | |
| 2082.225806 | 1 | |
| 2000 | 1 | |
| 1903.5 | 1 | |
| 1866.933333 | 1 |
avg_ticket
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 2776 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.086257 |
| Minimum | 2.1505882 |
|---|---|
| Maximum | 4453.43 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 43.4 KiB |
Quantile statistics
| Minimum | 2.1505882 |
|---|---|
| 5-th percentile | 4.8536955 |
| Q1 | 12.44788 |
| median | 17.953447 |
| Q3 | 25.019036 |
| 95-th percentile | 87.543921 |
| Maximum | 4453.43 |
| Range | 4451.2794 |
| Interquartile range (IQR) | 12.571157 |
Descriptive statistics
| Standard deviation | 107.53578 |
|---|---|
| Coefficient of variation (CV) | 3.3514591 |
| Kurtosis | 1056.5006 |
| Mean | 32.086257 |
| Median Absolute Deviation (MAD) | 6.3234675 |
| Skewness | 27.70274 |
| Sum | 89135.622 |
| Variance | 11563.944 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.162 | 2 | 0.1% |
| 14.47833333 | 2 | 0.1% |
| 18.15222222 | 1 | < 0.1% |
| 25.6761194 | 1 | < 0.1% |
| 44.95564103 | 1 | < 0.1% |
| 32.59775 | 1 | < 0.1% |
| 19.03048387 | 1 | < 0.1% |
| 28.55451613 | 1 | < 0.1% |
| 12.80068182 | 1 | < 0.1% |
| 6.396214689 | 1 | < 0.1% |
| Other values (2766) | 2766 |
| Value | Count | Frequency (%) |
| 2.150588235 | 1 | |
| 2.4325 | 1 | |
| 2.462371134 | 1 | |
| 2.511241379 | 1 | |
| 2.515333333 | 1 | |
| 2.65 | 1 | |
| 2.656931818 | 1 | |
| 2.707598253 | 1 | |
| 2.760621572 | 1 | |
| 2.770464191 | 1 |
| Value | Count | Frequency (%) |
| 4453.43 | 1 | |
| 1687.2 | 1 | |
| 952.9875 | 1 | |
| 872.13 | 1 | |
| 841.0214493 | 1 | |
| 651.1683333 | 1 | |
| 640 | 1 | |
| 624.4 | 1 | |
| 615.75 | 1 | |
| 602.4531323 | 1 |
avg_basket_size_products
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 897 |
|---|---|
| Distinct (%) | 32.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.12752 |
| Minimum | 0.2 |
|---|---|
| Maximum | 177 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 43.4 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7.5113636 |
| median | 13.5 |
| Q3 | 22 |
| 95-th percentile | 45.0375 |
| Maximum | 177 |
| Range | 176.8 |
| Interquartile range (IQR) | 14.488636 |
Descriptive statistics
| Standard deviation | 14.255607 |
|---|---|
| Coefficient of variation (CV) | 0.83232172 |
| Kurtosis | 10.02027 |
| Mean | 17.12752 |
| Median Absolute Deviation (MAD) | 6.6666667 |
| Skewness | 2.2478459 |
| Sum | 47580.252 |
| Variance | 203.22234 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 34 | 1.2% |
| 13 | 33 | 1.2% |
| 9 | 32 | 1.2% |
| 16 | 32 | 1.2% |
| 7 | 32 | 1.2% |
| 12 | 31 | 1.1% |
| 14 | 29 | 1.0% |
| 6 | 29 | 1.0% |
| 17 | 29 | 1.0% |
| 18.5 | 29 | 1.0% |
| Other values (887) | 2468 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.3333333333 | 6 | |
| 0.4 | 1 | < 0.1% |
| 0.4090909091 | 1 | < 0.1% |
| 0.5 | 12 | |
| 0.5454545455 | 1 | < 0.1% |
| 0.5555555556 | 1 | < 0.1% |
| 0.5714285714 | 1 | < 0.1% |
| 0.6176470588 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 177 | 1 | |
| 105 | 1 | |
| 104 | 1 | |
| 98 | 1 | |
| 95.5 | 1 | |
| 94.33333333 | 1 | |
| 93.33333333 | 1 | |
| 89.625 | 1 | |
| 87 | 1 | |
| 85.66666667 | 1 |
avg_recency_days
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1255 |
|---|---|
| Distinct (%) | 45.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -69.743243 |
| Minimum | -366 |
|---|---|
| Maximum | -1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2778 |
| Negative (%) | 100.0% |
| Memory size | 43.4 KiB |
Quantile statistics
| Minimum | -366 |
|---|---|
| 5-th percentile | -202 |
| Q1 | -87.666667 |
| median | -50.25 |
| Q3 | -28.368881 |
| 95-th percentile | -11.599062 |
| Maximum | -1 |
| Range | 365 |
| Interquartile range (IQR) | 59.297786 |
Descriptive statistics
| Standard deviation | 62.905638 |
|---|---|
| Coefficient of variation (CV) | -0.90196032 |
| Kurtosis | 4.8460142 |
| Mean | -69.743243 |
| Median Absolute Deviation (MAD) | 25.916667 |
| Skewness | -2.0584051 |
| Sum | -193746.73 |
| Variance | 3957.1193 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -70 | 21 | 0.8% |
| -14 | 18 | 0.6% |
| -35 | 18 | 0.6% |
| -49 | 16 | 0.6% |
| -46 | 16 | 0.6% |
| -42 | 16 | 0.6% |
| -55 | 15 | 0.5% |
| -26 | 15 | 0.5% |
| -29 | 15 | 0.5% |
| -31 | 15 | 0.5% |
| Other values (1245) | 2613 |
| Value | Count | Frequency (%) |
| -366 | 1 | < 0.1% |
| -365 | 1 | < 0.1% |
| -363 | 1 | < 0.1% |
| -357 | 2 | |
| -356 | 1 | < 0.1% |
| -355 | 2 | |
| -352 | 1 | < 0.1% |
| -351 | 1 | < 0.1% |
| -350 | 3 | |
| -349 | 2 |
| Value | Count | Frequency (%) |
| -1 | 8 | |
| -2 | 3 | 0.1% |
| -2.5 | 1 | < 0.1% |
| -2.601398601 | 1 | < 0.1% |
| -3 | 6 | |
| -3.321428571 | 1 | < 0.1% |
| -3.330357143 | 1 | < 0.1% |
| -3.5 | 2 | 0.1% |
| -4 | 5 | |
| -4.144444444 | 1 | < 0.1% |
qty_returns
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 204 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.939885 |
| Minimum | 0 |
|---|---|
| Maximum | 9014 |
| Zeros | 1481 |
| Zeros (%) | 53.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 43.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 9 |
| 95-th percentile | 96.3 |
| Maximum | 9014 |
| Range | 9014 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 290.45597 |
|---|---|
| Coefficient of variation (CV) | 8.3130201 |
| Kurtosis | 572.76241 |
| Mean | 34.939885 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 21.645043 |
| Sum | 97063 |
| Variance | 84364.668 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 131 | 4.7% |
| 2 | 118 | 4.2% |
| 3 | 82 | 3.0% |
| 4 | 72 | 2.6% |
| 6 | 63 | 2.3% |
| 5 | 56 | 2.0% |
| 12 | 45 | 1.6% |
| 8 | 39 | 1.4% |
| 9 | 38 | 1.4% |
| Other values (194) | 653 |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 131 | 4.7% |
| 2 | 118 | 4.2% |
| 3 | 82 | 3.0% |
| 4 | 72 | 2.6% |
| 5 | 56 | 2.0% |
| 6 | 63 | 2.3% |
| 7 | 38 | 1.4% |
| 8 | 39 | 1.4% |
| 9 | 38 | 1.4% |
| Value | Count | Frequency (%) |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3332 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1776 | 1 | |
| 1594 | 1 |
| customer_id | gross_revenue | recency_days | total_orders | total_products_ordered | total_quantity | frequency | avg_basket_size_quantity | avg_ticket | avg_basket_size_products | avg_recency_days | qty_returns | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| customer_id | 1.000 | -0.086 | 0.013 | 0.014 | 0.012 | -0.079 | 0.013 | -0.121 | -0.141 | -0.002 | -0.012 | -0.057 |
| gross_revenue | -0.086 | 1.000 | -0.375 | 0.764 | 0.724 | 0.921 | 0.254 | 0.601 | 0.271 | 0.105 | 0.383 | 0.458 |
| recency_days | 0.013 | -0.375 | 1.000 | -0.450 | -0.394 | -0.367 | -0.123 | -0.105 | 0.036 | 0.003 | -0.215 | -0.185 |
| total_orders | 0.014 | 0.764 | -0.450 | 1.000 | 0.660 | 0.704 | 0.317 | 0.127 | 0.089 | -0.178 | 0.450 | 0.425 |
| total_products_ordered | 0.012 | 0.724 | -0.394 | 0.660 | 1.000 | 0.710 | 0.196 | 0.404 | -0.381 | 0.547 | 0.287 | 0.327 |
| total_quantity | -0.079 | 0.921 | -0.367 | 0.704 | 0.710 | 1.000 | 0.235 | 0.760 | 0.193 | 0.149 | 0.354 | 0.423 |
| frequency | 0.013 | 0.254 | -0.123 | 0.317 | 0.196 | 0.235 | 1.000 | 0.022 | 0.083 | -0.167 | 0.909 | 0.178 |
| avg_basket_size_quantity | -0.121 | 0.601 | -0.105 | 0.127 | 0.404 | 0.760 | 0.022 | 1.000 | 0.196 | 0.385 | 0.081 | 0.211 |
| avg_ticket | -0.141 | 0.271 | 0.036 | 0.089 | -0.381 | 0.193 | 0.083 | 0.196 | 1.000 | -0.639 | 0.128 | 0.188 |
| avg_basket_size_products | -0.002 | 0.105 | 0.003 | -0.178 | 0.547 | 0.149 | -0.167 | 0.385 | -0.639 | 1.000 | -0.175 | -0.066 |
| avg_recency_days | -0.012 | 0.383 | -0.215 | 0.450 | 0.287 | 0.354 | 0.909 | 0.081 | 0.128 | -0.175 | 1.000 | 0.384 |
| qty_returns | -0.057 | 0.458 | -0.185 | 0.425 | 0.327 | 0.423 | 0.178 | 0.211 | 0.188 | -0.066 | 0.384 | 1.000 |
| customer_id | gross_revenue | recency_days | total_orders | total_products_ordered | total_quantity | frequency | avg_basket_size_quantity | avg_ticket | avg_basket_size_products | avg_recency_days | qty_returns | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 5391.21 | 372.0 | 34.0 | 297.0 | 1733.0 | 17.000000 | 50.970588 | 18.152222 | 0.617647 | -35.500000 | 40.0 |
| 1 | 13047 | 3232.59 | 56.0 | 9.0 | 171.0 | 1390.0 | 0.028302 | 154.444444 | 18.904035 | 11.666667 | -27.250000 | 35.0 |
| 2 | 12583 | 6705.38 | 2.0 | 15.0 | 232.0 | 5028.0 | 0.040323 | 335.200000 | 28.902500 | 7.600000 | -23.187500 | 50.0 |
| 3 | 13748 | 948.25 | 95.0 | 5.0 | 28.0 | 439.0 | 0.017921 | 87.800000 | 33.866071 | 4.800000 | -92.666667 | 0.0 |
| 4 | 15100 | 876.00 | 333.0 | 3.0 | 3.0 | 80.0 | 0.073171 | 26.666667 | 292.000000 | 0.333333 | -8.600000 | 22.0 |
| 5 | 15291 | 4623.30 | 25.0 | 14.0 | 102.0 | 2102.0 | 0.040115 | 150.142857 | 45.326471 | 4.357143 | -23.200000 | 29.0 |
| 6 | 14688 | 5630.87 | 7.0 | 21.0 | 327.0 | 3621.0 | 0.057221 | 172.428571 | 17.219786 | 7.047619 | -18.300000 | 399.0 |
| 7 | 17809 | 5411.91 | 16.0 | 12.0 | 61.0 | 2057.0 | 0.033520 | 171.416667 | 88.719836 | 3.833333 | -35.700000 | 41.0 |
| 8 | 15311 | 60767.90 | 0.0 | 91.0 | 2379.0 | 38194.0 | 0.243316 | 419.714286 | 25.543464 | 6.230769 | -4.144444 | 474.0 |
| 9 | 16098 | 2005.63 | 87.0 | 7.0 | 67.0 | 613.0 | 0.024390 | 87.571429 | 29.934776 | 4.857143 | -47.666667 | 0.0 |
| customer_id | gross_revenue | recency_days | total_orders | total_products_ordered | total_quantity | frequency | avg_basket_size_quantity | avg_ticket | avg_basket_size_products | avg_recency_days | qty_returns | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4255 | 17290 | 525.24 | 3.0 | 2.0 | 102.0 | 404.0 | 0.142857 | 202.000000 | 5.149412 | 46.000000 | -13.0 | 0.0 |
| 4261 | 14785 | 77.40 | 10.0 | 2.0 | 3.0 | 84.0 | 0.333333 | 42.000000 | 25.800000 | 1.000000 | -5.0 | 0.0 |
| 4262 | 17254 | 272.44 | 4.0 | 2.0 | 112.0 | 252.0 | 0.166667 | 126.000000 | 2.432500 | 50.000000 | -11.0 | 0.0 |
| 4276 | 17232 | 421.52 | 2.0 | 2.0 | 36.0 | 203.0 | 0.153846 | 101.500000 | 11.708889 | 15.000000 | -12.0 | 0.0 |
| 4277 | 17468 | 137.00 | 10.0 | 2.0 | 5.0 | 116.0 | 0.400000 | 58.000000 | 27.400000 | 2.500000 | -4.0 | 0.0 |
| 4280 | 13596 | 697.04 | 5.0 | 2.0 | 166.0 | 406.0 | 0.250000 | 203.000000 | 4.199036 | 66.500000 | -7.0 | 0.0 |
| 4285 | 14893 | 1237.85 | 9.0 | 2.0 | 73.0 | 799.0 | 0.666667 | 399.500000 | 16.956849 | 36.000000 | -2.0 | 0.0 |
| 4304 | 14126 | 706.13 | 7.0 | 3.0 | 15.0 | 508.0 | 0.750000 | 169.333333 | 47.075333 | 4.666667 | -3.0 | 50.0 |
| 4308 | 13521 | 1092.39 | 1.0 | 3.0 | 435.0 | 733.0 | 0.300000 | 244.333333 | 2.511241 | 104.000000 | -4.5 | 0.0 |
| 4313 | 15060 | 301.84 | 8.0 | 4.0 | 120.0 | 262.0 | 2.000000 | 65.500000 | 2.515333 | 20.000000 | -1.0 | 0.0 |